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Are you ready for EXLR8 v3's new trellis codebook? Meet pmcgx!

pmcgx? Are you ready for EXLR8 v3's new trellis codebook? Meet pmcgx! pmcgx is what makes EXLR8 v3 faster than EXL3…

This is a dev post classified by AGK Intelligence as Other (a launch), kept by the Dev Radar because it carries real work, not commentary.

pmcgx? Are you ready for EXLR8 v3's new trellis codebook? Meet pmcgx! pmcgx is what makes EXLR8 v3 faster than EXL3 and even faster than EXLR8 v2, while keeping weight sizes small thanks to EXLR8's optimized per-expert-half width mixes! First of all, what is a codebook? The codebook is the magic that takes the bitstream that makes up your compressed EXL3 or EXLR8 weights and turns them into numbers we multiply in giant tensors at inference time. The original QTIP paper described how you can use a rotation operation and viterbi search over a trellis codebook to compress weights down to just

Posted by Matt Mastracci (11.1k followers) 3 h ago · 7 likes · 523 views · view the original post on X. Kept by the Dev Radar as Other.

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Every post is read and classified by AGK Intelligence: what it is, which market it belongs to, and whether the link is a real tool. 31.4k posts from 5k X accounts over the last 21 days, 9.1k tools, 12 markets. New posts are collected several times an hour and the full ranking is recomputed every hour — last update 2026-11-03 01:07 UTC. Full method.